http://blog.csdn.net/iamsheldon/article/details/6895069

下面是前端时间搜集整理的一些和计算机视觉、模式识别的资源，拿出来与大家分享下。以后，我将把图像处理真正的作为我的兴趣来玩玩了，也许不把研究作为谋生的手段，会更好些。

标题

作者

主题

关键字

类别

来源

备注

nipsfast.ppt

Nando de Freitas

N-Body problems in learning

Fast N-Body Learning

Ppt

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

nipsfgtf.ppt

Ramani Duraiswami

Fast Multipole Methods Fast Gaussian Transform

FM and FGT

ppt

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

Gray.pdf/ppt

Alex Gray

Statistical N-Body/Proximity Data Structures

N-Body and Data Structures

Ppt/pdf

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

dt-nips04.pdf/ppt

Dan Huttenlocher

Fast Distance Transforms

FDT

Ppt/pdf

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

High.pdf/ppt

Alexander Gray

Fast high-dimensional function integration

Fast integration

Ppt/pdf

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

Fast04.pdf/ppt

David Lowe

Fast high-dimensional feature indexing for object recognition

Feature indexing

Ppt/pdf

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

ihler-fast.pdf/ppt

Alexander lhler

Fast methods and non-parametric BP

Non-parametric BP

Ppt/pdf

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

fastview.pdf

Dustin Lang

Comparing fast methods

Overview fast methods

pdf

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

nbody_methods.tar.gz

code

http://www.cs.ubc.ca/~awll/nbody_methods.html

demo_rbpf_gauss.tar

Rao Blackwellised particle filtering for conditionally Gaussian Models

particle filtering for conditionally

code

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

demorbpfdbn.tar.gz

Rao Blackwellised Particle Filtering

code

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

http://www.cs.ubc.ca/~nando/software.html

upf_demos.tar.gz

Unscented Particle Filter

Particle Filter

code

http://www.cs.ubc.ca/~nando/nipsfast/schedule.html

BPF_1_3.zip

BoostedParticle Filter

Tracking

code

http://www.cs.ubc.ca/~okumak/research.html

1

flyer_14_800.mpg

Source image

Database

Image

http://www.cs.ubc.ca/~okumak/research.html

1

trans_flyer_14_800.mpg

image transformed

Database

Image

http://www.cs.ubc.ca/~okumak/research.html

1

LBP.c/h

Topi Mäenpää

LBP operator

Texture

code

http://www.ee.oulu.fi/~topiolli/cpplibs/files/

calibr_v30.zip

Camera Calibration

Computer vision

code

http://www.ee.oulu.fi/mvg/page/camera_calibration

_toolbox_for_matlab

2

LEAR(Learning and Recognition in Vision

Common dataset

Human/car horse soccer human actions

dataset

http://lear.inrialpes.fr/data

3

Lic.zip/highlight.zip

Robby T. Tan

Color Constancy Through Inverse Intensity Chromaticity Space

Highlight Removal from single image

code

http://www.commsp.ee.ic.ac.uk/~rtan/

2008_oxford_fog.pdf

Robby T. Tan

Defog

Defog from single

pdf

http://www.commsp.ee.ic.ac.uk/~rtan/

08_cvpr.pdf

Robby T. Tan

Defog

Defog from single

pdf

http://www.commsp.ee.ic.ac.uk/~rtan/

Retinex_frankle_mccann

Retinex

Code

http://www.cs.sfu.ca/~colour/publications/IST-2000/

Some

Retinex_maccann99

Retinex

code

http://www.cs.sfu.ca/~colour/publications/IST-2000/

pictures

Gamut.tar.bz2

Retinex

code

http://kobus.ca/research/programs/colour_constancy/index.html

Video.avi/dehaze.m

dehazing

Raanan Fattal

code

http://www.cs.huji.ac.il/~raananf/projects/defog/index.html

MPTK-Windows-bin-0-5-6-beta.zip

Matching pursuit(MP)

Alogrithm

       CNRS

Code

http://mptk.irisa.fr/downloads

generateDictionaries.txt

GenerateGabor

Alogrithm

code

http://www.scholarpedia.org/article/Matching_pursuit


Notes:

1.视频和源码都是对应的文章的：

Kenji Okuma, Ali Taleghani, Nando De Freitas, Jim Little, David G. Lowe.Boosted Particle Filter: Multitarget Detection and Tracking. the European Conference on Computer Vision(ECCV), May 2004.

2.该网站下面还有其他一些资源可以下载：

http://www.ee.oulu.fi/mvg/page/downloads

是个研究组织：http://lear.inrialpes.fr/，除此之外，还有一些源码。

计算机视觉文献与代码资源

CVonline

http://homepages.inf.ed.ac.uk/rbf/CVonline

http://homepages.inf.ed.ac.uk/rbf/CVonline/unfolded.htm

http://homepages.inf.ed.ac.uk/rbf/CVonline/CVentry.htm

李子青的大作：

Markov Random Field Modeling in Computer Vision

http://www.cbsr.ia.ac.cn/users/szli/mrf_book/book.html

Handbook of Face Recognition (PDF)


http://www.umiacs.umd.edu/~shaohua/papers/zhou04hfr.pdf

张正友的有关参数鲁棒估计著作：


Parameter Estimation Techniques:A Tutorial with Application to Conic Fitting


http://research.microsoft.com/~zhang/INRIA/Publis/Tutorial-Estim/Main.html


Andrea Fusiello“计算机视觉中的几何”教程：Elements of Geometric Computer Vision

http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/FUSIELLO4/tutorial.html#x1-520007

有关马尔可夫蒙特卡罗方法的资料：


An introduction to Markov chain Monte Carlo

http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/SENEGAS/mcmc.html


Markov Chain Monte Carlo for Computer Vision--- A tutorial at ICCV05

      http://civs.stat.ucla.edu/MCMC/MCMC_tutorial.htm

有关独立成分分析（Independent Component Analysis , ICA）的资料：

An ICA-Page

http://www.cnl.salk.edu/~tony/ica.html

Fast ICA

http://www.cis.hut.fi/projects/ica/fastica/

       The Kalman Filter (介绍卡尔曼滤波器的终极网页)
     http://www.cs.unc.edu/~welch/kalman/index.html

Cached k-d tree search for ICP algorithms

http://kos.informatik.uni-osnabrueck.de/download/3dim2007/paper.html


几个计算机视觉研究工具


Machine Vision Toolbox for Matlab

http://www.petercorke.com/Machine%20Vision%20Toolbox.html


Matlab and Octave Function for Computer Vision and Image Processing

http://www.csse.uwa.edu.au/~pk/research/matlabfns/

Bayes Net Toolbox for Matlab

http://www.cs.ubc.ca/~murphyk/Software/BNT/bnt.html


OpenCV (Chinese)

http://www.opencv.org.cn/index.php/%E9%A6%96%E9%A1%B5

Gandalf (A Computer Vision and Numerical Algorithm Labrary)

http://gandalf-library.sourceforge.net/

CMU Computer Vision Home Page

http://www.cs.cmu.edu/afs/cs/project/cil/ftp/html/vision.html

Machine Learning Resource Links

http://www.cse.ust.hk/~ivor/resource.htm

The Bayesian Filtering Library

http://www.orocos.org/bfl

Optical Flow Algorithm Evaluation (提供了一个动态贝叶斯网络框架，例如递归信息处理与分析、卡尔曼滤波、粒子滤波、序列蒙特卡罗方法等，C++写的)

http://of-eval.sourceforge.net/

MATLAB code for ICP algorithm

http://www.usenet.com/newsgroups/comp.graphics.visualization/msg00102.html

牛人主页：

朱松纯 （Song-Chun Zhu）

http://www.stat.ucla.edu/~sczhu/

David Lowe (SIFT) (很帅的一个老头哦 ^ ^)

http://www.cs.ubc.ca/~lowe/

Andrea Vedaldi (SIFT)

http://vision.ucla.edu/~vedaldi/index.html

Pedro F. Felzenszwalb

http://people.cs.uchicago.edu/~pff/

Dougla Dlanman (Brown的一个研究生，在其主页上搜集了大量算法教程和源码)

http://mesh.brown.edu/dlanman/courses.html

Jianbo Shi (Ncuts 的始作俑者)

http://www.cis.upenn.edu/~jshi/


Active Vision Group (Oxford的一个机器视觉研究团队，特色是SLAM，监视，导航)

http://www.robots.ox.ac.uk/ActiveVision/index.html

Juyang Weng（机器学习的专家，Autonomous Mental Development 是其特色）

http://www.cse.msu.edu/~weng/

测试图片或视频：

Middlebury College‘s Stereo Vision Data Set


http://cat.middlebury.edu/stereo/data.html

Intelligent Vehicle:

IVSource

www.ivsoruce.net

Robot Car

http://www.plyojump.com/robot_cars.html

How to Build a Robot: The Computer Vision Part

http://www.societyofrobots.com/programming_computer_vision_tutorial.shtml

计算机视觉应关注的资源

来自美国帝腾大学的链接。

Camera Calibration Links to toolboxes (mostly MATLAB) for camera calibration.

Paul Debevec. Modeling and Rendering Architecture from Photographs.

Marc Pollefeys, Tutorial on 3D Modeling from Images,, ECCV 2000,

Available here: notes (12.1MB pdf)

Richard Szeliski NIPS 2004 Tutorial on Acquiring Detailed 3D Models From Images and Video,

Available here: slides (37.6 MB, ppt)

Peter Corke did his thesis work on visual servoing for robot applications and has authored a robotics toolkit and vision toolkit for MATLAB.

local copy of thesis: Corke thesis (4.36 MB, pdf)
robot toolkit: robot.zip (568 KB, zip)
vision toolkit: mv.zip (1.08 MB, zip)

P. D. Kovesi., MATLAB Functions for Computer Vision and Image Analysis.
School of Computer Science & Software Engineering, The University of Western Australia.
Available locally as a zip archive MatlabFns.zip (4.8 MB, updated 21 May 2005)

Philip Torr, among many other contributions, submitted a Structure and motion toolkit in Matlab to the MathSoft File Exhange.
Local copy here: torrsam.zip (2.4 MB, zip).

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